Interactive NBA Analytics app with Streamlit and a LangChain conversational agent connected to extracted data. Explore player, team, and game stats, track injuries, run simulations, visualize trends, and get AI-powered insights. Ongoing development, open to collaboration.
The NBA Analytics Streamlit App provides interactive dashboards for player, team, and game stats. It integrates a LangChain Agent for AI-powered insights and natural language queries, enabling users to explore performance metrics, head-to-head comparisons, and game-level analytics in real time.
The Project is Currently in Continuing Development, and Open to Collaboration.
| Feature | Description |
|---|---|
| Today's Matchups | View today’s games with key stats and predictions. |
| Injuries | Track current player injuries and impact to team. |
| All Players | Overview of all player stats, performance trends, shot selection, player archetypes, and impact players; filterable on team. |
| Single Player | Detailed profile and analytics for an individual player; including game logs, career stats, performance trends, shooting analysis, and player impact. |
| All Teams | Overview of all teams stats, shooting analysis, ball movement, home/away trends, defense and a team comparison tool |
| Single Team | Detailed overview and analytics for an individual team; including rosters, game logs, scoring efficiency and trends. |
| Simulation | Simulate games or matchups based on player/team data. |
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